Update generative-proof-of-concept-CPU-preprocessing-in-memory.py

Syntax and code formatting.

Author: david-thrower

generative-proof-of-concept-CPU-preprocessing-in-memory.py

@@ -1177,7 +1177,7 @@ def test_text(test_prompt: str, max_new_tokens: int, sample_number: int, result:
                                                 repetition_penalty=perm_0['repetition_penalty'],
                                                 presence_penalty=perm_0['presence_penalty'],
                                                 frequency_penalty=perm_0['frequency_penalty'])
-                    f"Trial #: {trial_id} Text Sample #: {text_sample_number} GENERATE PARAMS: temperature={perm_0['temperature']}, top_k={perm_0['top_k']}, top_p={perm_0['top_p']}, repetition_penalty={perm_0['repetition_penalty']} presence_penalty={perm_0['presence_penalty']} frequency_penalty{perm_0['frequency_penalty']} PROMPT: {test_prompt} RESPONSE: {response_0}"
+                    print(f"Trial #: {trial_id} Text Sample #: {test_sample_number} GENERATE PARAMS: temperature={perm_0['temperature']}, top_k={perm_0['top_k']}, top_p={perm_0['top_p']}, repetition_penalty={perm_0['repetition_penalty']} presence_penalty={perm_0['presence_penalty']} frequency_penalty{perm_0['frequency_penalty']} PROMPT: {test_prompt} RESPONSE: {response_0}")
                 #
                 # print(f"Sample {sample_number}: I ask the generator (Beam: - max_new_tokens: 10, temperature=0.6, top_k=75, top_p=0.98, repetition_penalty=None, presence_penalty = 1.3, frequency_penalty = 1.4): {test_prompt}... It responds: '{response_3}'.")
                 # response_4 = complete_text_beam(text=test_prompt, max_new_tokens=max_new_tokens, temperature=0.7, top_k=75, top_p=0.98, repetition_penalty=None, presence_penalty = 1.3, frequency_penalty = 1.4)
@@ -1200,7 +1200,14 @@ def test_text(test_prompt: str, max_new_tokens: int, sample_number: int, result:
 
         counter = 0
         for sample in prompt_samples:
-            test_text(test_prompt=sample, max_new_tokens=MAX_NEW_TOKENS, sample_number= counter, result=result, result_cutoff = RESULT_CUTOFF, trial_id = trial_number, test_sample_number= counter)
+            test_text(
+                   test_prompt=sample,
+                   max_new_tokens=MAX_NEW_TOKENS,
+                   sample_number=counter,
+                   result=result,
+                   result_cutoff=RESULT_CUTOFF,
+                   trial_id=trial_number,
+                   test_sample_number=counter)
             counter += 1
 
             # # Tokenize the text without padding first to get actual tokens